Period
to 24 September 2018

The following table provides summary statistics for permanent job vacancies advertised in the East of England with a requirement for NumPy skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited NumPy over the 6 months to 24 September 2018 with a comparison to the same period in the previous 2 years.

NumPy
England > East of England
6 months to
24 Sep 2018
Same period 2017 Same period 2016
Rank 340 353 362
Rank change year-on-year +13 +9 -
Permanent jobs citing NumPy 5 2 6
As % of all permanent IT jobs advertised in the East of England 0.045% 0.017% 0.046%
As % of the Libraries, Frameworks & Software Standards category 0.12% 0.042% 0.12%
Number of salaries quoted 5 2 6
East of England median annual salary £62,500 £41,250 £45,000
Median salary % change year-on-year +51.52% -8.33% -
England median annual salary £70,000 £66,250 £71,250
% change year-on-year +5.66% -7.02% -5.00%

NumPy is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the East of England with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
East of England
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 4,172 4,796 5,033
As % of all permanent IT jobs advertised in the East of England 37.68% 41.61% 38.47%
Number of salaries quoted 3,414 4,013 4,372
East of England median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £29,750 £29,550 £27,500
90th Percentile £72,500 £66,250 £67,500
England median annual salary £52,138 £50,000 £47,500
% change year-on-year +4.28% +5.26% +5.56%

NumPy
Job Vacancy Trend in the East of England

Job postings citing NumPy as a percentage of all IT jobs advertised in the East of England.

Job vacancy trend for NumPy in the East of England

NumPy
Salary Trend in the East of England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing NumPy in the East of England.

Salary trend for NumPy in the East of England

NumPy
Salary Histogram in the East of England

The salary distribution of IT jobs citing NumPy in the East of England over the 6 months to 24 September 2018.

Salary histogram for NumPy in the East of England

NumPy
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the East of England region over the 6 months to 24 September 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridgeshire +5 5 £62,500 +51.52% 2
NumPy
England

For the 6 months to 24 September 2018, IT jobs citing NumPy also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the East of England region with a requirement for NumPy.

1 5 (100.00%) Python
1 5 (100.00%) PhD
1 5 (100.00%) Mathematics
1 5 (100.00%) Physics
1 5 (100.00%) Computer Science
1 5 (100.00%) Operations Research
1 5 (100.00%) Hadoop
1 5 (100.00%) Visualisation
1 5 (100.00%) Data Visualisation
1 5 (100.00%) Machine Learning
1 5 (100.00%) Big Data
1 5 (100.00%) Analytics
1 5 (100.00%) Pandas
1 5 (100.00%) Apache Spark
1 5 (100.00%) scikit-learn
1 5 (100.00%) SciPy
1 5 (100.00%) Keras
1 5 (100.00%) Data Science
2 3 (60.00%) Degree
3 2 (40.00%) Rapid Prototyping
3 2 (40.00%) Data Analytics
3 2 (40.00%) Numerical Analysis
3 2 (40.00%) SMS
3 2 (40.00%) Data Management
3 2 (40.00%) Artificial Intelligence
3 2 (40.00%) Backtesting
3 2 (40.00%) Stochastic Modelling
3 2 (40.00%) Prototyping

NumPy
Co-occurring IT Skills in the East of England by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 5 (100.00%) Apache Spark
Communications & Networking
1 2 (40.00%) SMS
Database & Business Intelligence
1 5 (100.00%) Big Data
1 5 (100.00%) Hadoop
Job Titles
1 5 (100.00%) Data Scientist
Libraries, Frameworks & Software Standards
1 5 (100.00%) Keras
1 5 (100.00%) Pandas
1 5 (100.00%) scikit-learn
1 5 (100.00%) SciPy
Miscellaneous
1 5 (100.00%) Computer Science
Processes & Methodologies
1 5 (100.00%) Analytics
1 5 (100.00%) Data Science
1 5 (100.00%) Data Visualisation
1 5 (100.00%) Machine Learning
1 5 (100.00%) Mathematics
1 5 (100.00%) Operations Research
1 5 (100.00%) Physics
1 5 (100.00%) Visualisation
2 2 (40.00%) Artificial Intelligence
2 2 (40.00%) Backtesting
2 2 (40.00%) Data Analytics
2 2 (40.00%) Data Management
2 2 (40.00%) Numerical Analysis
2 2 (40.00%) Prototyping
2 2 (40.00%) Rapid Prototyping
2 2 (40.00%) Stochastic Modelling
Programming Languages
1 5 (100.00%) Python
Qualifications
1 5 (100.00%) PhD
2 3 (60.00%) Degree